Neha Hiremath case | What is the legal position on encounter killings?

The murder of 23-year-old Neha Hiremath became a burning issue in Karnataka. There was a demand for instant justice after the incident, with many calling for an encounter killing.  How does the law view extra judicial killings? And can the law respond to crime differently, when the crime is viewed through the lens of gender?